What is the importance of context in LLMs?

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Answer

Context is crucial for LLMs as it directly influences their ability to generate relevant and coherent responses. Understanding the context allows LLMs to grasp the nuances of language, such as idioms, cultural references, and the intent behind user queries. Models that can maintain context over longer conversations or texts are more effective in applications like chatbots and content generation. Techniques such as attention mechanisms help LLMs focus on relevant parts of the input, enabling them to produce contextually appropriate outputs and enhancing the overall user experience.

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Profile of Lasha K., Software Engineer - AI, Automation and LLM Platforms at Softaims
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Lasha K., Software Engineer - AI, Automation and LLM Platforms at Softaims

Lasha K.

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Timezone: UTC (Coordinated Universal Time)UTC (Coordinated Universal Time)
Country: GeorgiaGeorgia
Tbilisi
Lasha K. | SoftaimsMember Since 2023
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LLMLLM Prompt EngineeringChatGPT APIChatbot DevelopmentLarge Language ModelAI ConsultingAutomationMake.comLangChainPythonHugging FaceAI Agent DevelopmentAI Content CreationAPI IntegrationAI App DevelopmentMachine Learning

My name is Lasha K. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: ChatGPT API, Chatbot Development, LLM Prompt Engineering, Large Language Model, AI Consulting, etc.. I hold a degree in , Bachelor of Applied Science (BASc). Some of the notable projects I've worked on include: Devoteai.co, Custom AI Integration for WizzAir’s Microsoft Teams Channel, Customer Service AI Agent for Simply Contact ($75M/year Revenue), Top quality Article Generation Platform Built Within ClickUp, Social Media Content Generation Platform Built within ClickUp, etc.. I am based in Tbilisi, Georgia. I've successfully completed 27 projects while developing at Softaims. My expertise lies in deeply understanding and optimizing solution performance. I have a proven ability to profile systems, analyze data access methods, and implement caching strategies that dramatically reduce latency and improve responsiveness under load. I turn slow systems into high-speed performers. I focus on writing highly efficient, clean, and well-documented code that minimizes resource consumption without sacrificing functionality. This dedication to efficiency is how I contribute measurable value to Softaims' clients by reducing infrastructure costs and improving user satisfaction. I approach every project with a critical eye for potential bottlenecks, proactively designing systems that are efficient from the ground up. I am committed to delivering software that sets the standard for speed and reliability.

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3 years
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More than 30 hrs/week
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Profile of Lucio Ricardo M., Lead Backend Engineer - Python, LLM and API Integration at Softaims
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Lucio Ricardo M., Lead Backend Engineer - Python, LLM and API Integration at Softaims

Lucio Ricardo M.

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Timezone: UTC-05:00UTC-05:00
Country: MexicoMexico
Cuernavaca
Lucio Ricardo M. | SoftaimsMember Since 2018
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LLM Prompt EngineeringPythonBack-End DevelopmentBot DevelopmentNode.jsWeb ScrapingSQLFlaskDjangoAPI IntegrationFull-Stack DevelopmentSeleniumBioinformaticsPHPChatGPTBackendFullstack

My name is Lucio Ricardo M. and I have over 7 years of experience in the tech industry. I specialize in the following technologies: Python, Back-End Development, LLM Prompt Engineering, Bot Development, node.js, etc.. I hold a degree in Master of Science (MS), Engineer's degree. Some of the notable projects I’ve worked on include: AI Travel Advisor, Network analyzer app, Django sample page. I am based in Cuernavaca, Mexico. I've successfully completed 3 projects while developing at Softaims. My passion is building solutions that are not only technically sound but also deliver an exceptional user experience (UX). I constantly advocate for user-centered design principles, ensuring that the final product is intuitive, accessible, and solves real user problems effectively. I bridge the gap between technical possibilities and the overall product vision. Working within the Softaims team, I contribute by bringing a perspective that integrates business goals with technical constraints, resulting in solutions that are both practical and innovative. I have a strong track record of rapidly prototyping and iterating based on feedback to drive optimal solution fit. I’m committed to contributing to a positive and collaborative team environment, sharing knowledge, and helping colleagues grow their skills, all while pushing the boundaries of what's possible in solution development.

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7 years
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$35
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IBM
Profile of Chaudhary M I., Senior Full-Stack Engineer - AI, Web3 and Modern Frameworks at Softaims
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Chaudhary M I., Senior Full-Stack Engineer - AI, Web3 and Modern Frameworks at Softaims

Chaudhary M I.

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Lombard
Chaudhary M I. | SoftaimsMember Since 2021
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LLM Prompt EngineeringWordPressWooCommerceShopifyJavaScriptShopify PlusElementorDiviWebflowPythonLangChainAI ChatbotReactNode.jsMongoDB

My name is Chaudhary M I. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: WordPress, WooCommerce, Shopify, JavaScript, Shopify Plus, etc.. I hold a degree in Master of Science (MS), Bachelor of Applied Science (BASc). Some of the notable projects I've worked on include: AI-powered recipe recommendations, AI Generated Portraits, React, MERN Stack, Shopify eCommerce, etc.. I am based in Lombard, United States. I've successfully completed 14 projects while developing at Softaims. I value a collaborative environment where shared knowledge leads to superior outcomes. I actively mentor junior team members, conduct thorough quality reviews, and champion engineering best practices across the team. I believe that the quality of the final product is a direct reflection of the team's cohesion and skill. My experience at Softaims has refined my ability to effectively communicate complex technical concepts to non-technical stakeholders, ensuring project alignment from the outset. I am a strong believer in transparent processes and iterative delivery. My main objective is to foster a culture of quality and accountability. I am motivated to contribute my expertise to projects that require not just technical skill, but also strong organizational and leadership abilities to succeed.

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4 years
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Dipixels LLC
Profile of Joao G., Software Engineer - Mobile, AI and Web Platforms at Softaims
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Joao G., Software Engineer - Mobile, AI and Web Platforms at Softaims

Joao G.

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Country: BrazilBrazil
Londrina
Joao G. | SoftaimsMember Since 2022
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LLM PromptMobile App DevelopmentJavaScriptReact NativeWeb DevelopmentFirebaseHTML5FlutterOpenAI APIAI Model DevelopmentChatGPTMachine LearningAI Agent DevelopmentC#Python

My name is Joao G. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Mobile App Development, JavaScript, React Native, Web Development, Firebase, etc.. I hold a degree in Bachelor's degree. Some of the notable projects I've worked on include: Blog app - React Native, Movie App - React Native, OnX - React. I am based in Londrina, Brazil. I've successfully completed 3 projects while developing at Softaims. I approach every technical challenge with a mindset geared toward engineering excellence and robust solution architecture. I thrive on translating complex business requirements into elegant, efficient, and maintainable outputs. My expertise lies in diagnosing and optimizing system performance, ensuring that the deliverables are fast, reliable, and future-proof. The core of my work involves adopting best practices and a disciplined methodology, focusing on meticulous planning and thorough verification. I believe that sustainable solution development requires discipline and a deep commitment to quality from inception to deployment. At Softaims, I leverage these skills daily to build resilient systems that stand the test of time. I am dedicated to making a tangible difference in client success. I prioritize clear communication and transparency throughout the development lifecycle to ensure every deliverable exceeds expectations.

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3 years
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Profile of Chintan S., Lead Software Engineer - AI, Cloud and Data Platforms at Softaims
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Chintan S., Lead Software Engineer - AI, Cloud and Data Platforms at Softaims

Chintan S.

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Chintan S. | SoftaimsMember Since 2014
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My name is Chintan S. and I have over 11 years of experience in the tech industry. I specialize in the following technologies: GPT-4, ChatGPT, Python, MySQL, Django, etc.. I hold a degree in Master's. Some of the notable projects I've worked on include: 4Triangle, Ecocart, 1000Hires, The ready solution for IFRS 17, Accuratezone, etc.. I am based in New York, United States. I've successfully completed 9 projects while developing at Softaims. I value a collaborative environment where shared knowledge leads to superior outcomes. I actively mentor junior team members, conduct thorough quality reviews, and champion engineering best practices across the team. I believe that the quality of the final product is a direct reflection of the team's cohesion and skill. My experience at Softaims has refined my ability to effectively communicate complex technical concepts to non-technical stakeholders, ensuring project alignment from the outset. I am a strong believer in transparent processes and iterative delivery. My main objective is to foster a culture of quality and accountability. I am motivated to contribute my expertise to projects that require not just technical skill, but also strong organizational and leadership abilities to succeed.

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11 years
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Volodymyr T., Lead Backend Engineer - AWS, Golang and AI Platforms at Softaims

Volodymyr T.

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My name is Volodymyr T. and I have over 16 years of experience in the tech industry. I specialize in the following technologies: PostgreSQL, Golang, Amazon Web Services, Serverless Computing, Solution Architecture, etc.. I hold a degree in . Some of the notable projects I’ve worked on include: INOX Living block managements software, Sfeeda.com Automating assessment of hard skills of software engineers, Home services marketplace, E-magazine, Ukrainian gun owners association, etc.. I am based in Kyiv, Ukraine. I've successfully completed 6 projects while developing at Softaims. I am a dedicated innovator who constantly explores and integrates emerging technologies to give projects a competitive edge. I possess a forward-thinking mindset, always evaluating new tools and methodologies to optimize development workflows and enhance application capabilities. Staying ahead of the curve is my default setting. At Softaims, I apply this innovative spirit to solve legacy system challenges and build greenfield solutions that define new industry standards. My commitment is to deliver cutting-edge solutions that are both reliable and groundbreaking. My professional drive is fueled by a desire to automate, optimize, and create highly efficient processes. I thrive in dynamic environments where my ability to quickly master and deploy new skills directly impacts project delivery and client satisfaction.

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Profile of Lukasz K., Junior Software Engineer - AI, Machine Learning and Conversational Platforms at Softaims
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Lukasz K., Junior Software Engineer - AI, Machine Learning and Conversational Platforms at Softaims

Lukasz K.

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Koszalin
Lukasz K. | SoftaimsMember Since 2024
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My name is Lukasz K. and I have over 1 year of experience in the tech industry. I specialize in the following technologies: n8n, Prompt Engineering, API, LLM Prompt Engineering, OpenAI API, etc.. I hold a degree in . Some of the notable projects I've worked on include: Retrieval-First RAG Knowledge Assistant (Python), AI Lead Intake Automation (Gmail, Web, Messenger, Airtable), SMS Delivery Test Harness (n8n MVP), AI Spanish Teacher (Voice Loop Agent - n8n + OpenAI + ElevenLabs), Lead Intake Automation (n8n + Gmail + Airtable + OpenRouter LLM), etc.. I am based in Koszalin, Poland. I've successfully completed 15 projects while developing at Softaims. I possess comprehensive technical expertise across the entire solution lifecycle, from user interfaces and information management to system architecture and deployment pipelines. This end-to-end perspective allows me to build solutions that are harmonious and efficient across all functional layers. I excel at managing technical health and ensuring that every component of the system adheres to the highest standards of performance and security. Working at Softaims, I ensure that integration is seamless and the overall architecture is sound and well-defined. My commitment is to taking full ownership of project delivery, moving quickly and decisively to resolve issues and deliver high-quality features that meet or exceed the client's commercial objectives.

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1 year
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Profile of Hasan Mohammod T., Software Engineer - AI, Cloud and General Development at Softaims
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Hasan Mohammod T., Software Engineer - AI, Cloud and General Development at Softaims

Hasan Mohammod T.

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Hasan Mohammod T. | SoftaimsMember Since 2023
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My name is Hasan Mohammod T. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Artificial Intelligence, Machine Learning, Python, Web Scraping, API Development, etc.. I hold a degree in Bachelor of Science (BS), , Master of Information Technology (MIT). Some of the notable projects I’ve worked on include: FlightRadar: Machine Learning-Based Airlines Delay Detection System, How I integrated a database and a fully working website, How I made a interacting retro RPG storytelling game for my client. I am based in Dhaka, Bangladesh. I've successfully completed 3 projects while developing at Softaims. I thrive on project diversity, possessing the adaptability to seamlessly transition between different technical stacks, industries, and team structures. This wide-ranging experience allows me to bring unique perspectives and proven solutions from one domain to another, significantly enhancing the problem-solving process. I quickly become proficient in new technologies as required, focusing on delivering immediate, high-quality value. At Softaims, I leverage this adaptability to ensure project continuity and success, regardless of the evolving technical landscape. My work philosophy centers on being a resilient and resourceful team member. I prioritize finding pragmatic, scalable solutions that not only meet the current needs but also provide a flexible foundation for future development and changes.

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2 years
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DataSoft Systems Bangladesh Limited
Profile of Taha H., Junior Software Engineer - AI, Cloud and Full-Stack Development at Softaims
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Taha H., Junior Software Engineer - AI, Cloud and Full-Stack Development at Softaims

Taha H.

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Timezone: UTC-07:00UTC-07:00
Country: United StatesUnited States
Portland
Taha H. | SoftaimsMember Since 2024
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LLM Prompt EngineeringMachine LearningFastAPIPythonAI Agent DevelopmentLangchainVector DatabaseRetrieval Augmented GenerationAWS LambdaFull-Stack DevelopmentNext.jsBack-End Developmentn8nMLOpsOpenAI APIBackendFullstack

My name is Taha H. and I have over 1 years of experience in the tech industry. I specialize in the following technologies: Machine Learning, FastAPI, Python, AI Agent Development, LangChain, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I’ve worked on include: Spellbook Onboarding AI Agent, AI-Powered Academic Assistant Suite Prompt-Driven Automation, AI-Powered Clinical Insights & Symptom Checker Platform, Multi-Agent Automation Workflow Orchestration Using n8n, Automation via Make.com & GPT, etc.. I am based in Portland, United States. I've successfully completed 13 projects while developing at Softaims. I possess comprehensive technical expertise across the entire solution lifecycle, from user interfaces and information management to system architecture and deployment pipelines. This end-to-end perspective allows me to build solutions that are harmonious and efficient across all functional layers. I excel at managing technical health and ensuring that every component of the system adheres to the highest standards of performance and security. Working at Softaims, I ensure that integration is seamless and the overall architecture is sound and well-defined. My commitment is to taking full ownership of project delivery, moving quickly and decisively to resolve issues and deliver high-quality features that meet or exceed the client's commercial objectives.

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1 year
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$40
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Amazon
Profile of Aldrin L., Lead Backend Engineer - Cloud, AI and IoT Platforms at Softaims
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Softaims
Aldrin L., Lead Backend Engineer - Cloud, AI and IoT Platforms at Softaims

Aldrin L.

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Timezone: UTC-05:00UTC-05:00
Country: ColombiaColombia
Envigado
Aldrin L. | SoftaimsMember Since 2011
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LLMDockerAmazon Web ServicesJenkinsAWS IoT CoreMQTTGolangServerless StackAmazon EC2Amazon DynamoDBInternet of ThingsKubernetesPythonJavaGitHubLarge Language Model

My name is Aldrin L. and I have over 14 years of experience in the tech industry. I specialize in the following technologies: Docker, Amazon Web Services, Jenkins, AWS IoT Core, MQTT, etc.. I hold a degree in Masters, Bachelors, Other, , , . Some of the notable projects I’ve worked on include: Is It Amazon Web Services? (AWS IP/Network Query Website), dasBridge (Alexa Smart Home / Amazon Web Services IoT Core Bridge), Unofficial Upwork Buddy (Alexa Skill), Router Reset Wizard, Selenium IDE (Webdriver) Runner (Java / Automation), etc.. I am based in Envigado, Colombia. I've successfully completed 21 projects while developing at Softaims. I'm committed to continuous learning, always striving to stay current with the latest industry trends and technical methodologies. My work is driven by a genuine passion for solving complex, real-world challenges through creative and highly effective solutions. Through close collaboration with cross-functional teams, I've consistently helped businesses optimize critical processes, significantly improve user experiences, and build robust, scalable systems designed to last. My professional philosophy is truly holistic: the goal isn't just to execute a task, but to deeply understand the project's broader business context. I place a high priority on user-centered design, maintaining rigorous quality standards, and directly achieving business goals—ensuring the solutions I build are technically sound and perfectly aligned with the client's vision. This rigorous approach is a hallmark of the development standards at Softaims. Ultimately, my focus is on delivering measurable impact. I aim to contribute to impactful projects that directly help organizations grow and thrive in today’s highly competitive landscape. I look forward to continuing to drive success for clients as a key professional at Softaims.

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Experience
14 years
Availability
Full-time
Hourly Rate
$45
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Rappi

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